articles

Dataset statistics

Number of variables	25
Number of observations	105542
Missing cells	416
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	117.6 MiB
Average record size in memory	1.1 KiB

Variable types

Numeric	10
Categorical	15

Alerts

`prod_name` has a high cardinality: 45875 distinct values	High cardinality
`product_type_name` has a high cardinality: 131 distinct values	High cardinality
`department_name` has a high cardinality: 250 distinct values	High cardinality
`section_name` has a high cardinality: 56 distinct values	High cardinality
`detail_desc` has a high cardinality: 43404 distinct values	High cardinality
`article_id` is highly correlated with `product_code`	High correlation
`product_code` is highly correlated with `article_id`	High correlation
`department_no` is highly correlated with `index_group_no`	High correlation
`index_group_no` is highly correlated with `department_no`	High correlation
`article_id` is highly correlated with `product_code`	High correlation
`product_code` is highly correlated with `article_id`	High correlation
`article_id` is highly correlated with `product_code`	High correlation
`product_code` is highly correlated with `article_id`	High correlation
`department_no` is highly correlated with `index_group_no`	High correlation
`index_group_no` is highly correlated with `department_no`	High correlation
`index_group_no` is highly correlated with `section_name` and 3 other fields	High correlation
`section_name` is highly correlated with `index_group_no` and 4 other fields	High correlation
`index_name` is highly correlated with `index_group_no` and 3 other fields	High correlation
`perceived_colour_value_name` is highly correlated with `colour_group_name` and 1 other fields	High correlation
`index_group_name` is highly correlated with `index_group_no` and 3 other fields	High correlation
`colour_group_name` is highly correlated with `perceived_colour_value_name` and 1 other fields	High correlation
`product_group_name` is highly correlated with `garment_group_name`	High correlation
`garment_group_name` is highly correlated with `section_name` and 1 other fields	High correlation
`perceived_colour_master_name` is highly correlated with `perceived_colour_value_name` and 1 other fields	High correlation
`index_code` is highly correlated with `index_group_no` and 3 other fields	High correlation
`article_id` is highly correlated with `product_code`	High correlation
`product_code` is highly correlated with `article_id`	High correlation
`product_type_no` is highly correlated with `product_group_name` and 6 other fields	High correlation
`product_group_name` is highly correlated with `product_type_no` and 8 other fields	High correlation
`graphical_appearance_no` is highly correlated with `graphical_appearance_name` and 3 other fields	High correlation
`graphical_appearance_name` is highly correlated with `product_group_name` and 10 other fields	High correlation
`colour_group_code` is highly correlated with `colour_group_name` and 2 other fields	High correlation
`colour_group_name` is highly correlated with `graphical_appearance_no` and 10 other fields	High correlation
`perceived_colour_value_id` is highly correlated with `graphical_appearance_no` and 5 other fields	High correlation
`perceived_colour_value_name` is highly correlated with `graphical_appearance_no` and 5 other fields	High correlation
`perceived_colour_master_id` is highly correlated with `colour_group_code` and 5 other fields	High correlation
`perceived_colour_master_name` is highly correlated with `colour_group_code` and 7 other fields	High correlation
`department_no` is highly correlated with `product_type_no` and 9 other fields	High correlation
`index_code` is highly correlated with `product_type_no` and 12 other fields	High correlation
`index_name` is highly correlated with `product_type_no` and 12 other fields	High correlation
`index_group_no` is highly correlated with `department_no` and 6 other fields	High correlation
`index_group_name` is highly correlated with `department_no` and 6 other fields	High correlation
`section_no` is highly correlated with `product_group_name` and 9 other fields	High correlation
`section_name` is highly correlated with `product_type_no` and 13 other fields	High correlation
`garment_group_no` is highly correlated with `product_type_no` and 8 other fields	High correlation
`garment_group_name` is highly correlated with `product_type_no` and 11 other fields	High correlation
`graphical_appearance_no` is highly skewed (γ1 = -45.01901161)	Skewed
`article_id` has unique values	Unique

Reproduction

Analysis started	2022-03-09 13:45:23.770703
Analysis finished	2022-03-09 13:46:24.449855
Duration	1 minute and 0.68 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

article_id
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	105542
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	698424569.1

Minimum	108775015
Maximum	959461001
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	824.7 KiB

Quantile statistics

Minimum	108775015
5-th percentile	493810022.1
Q1	616992501
median	702213001.5
Q3	796703001.8
95-th percentile	889379005.9
Maximum	959461001
Range	850685986
Interquartile range (IQR)	179710500.8

Descriptive statistics

Standard deviation	128462381.3
Coefficient of variation (CV)	0.1839316471
Kurtosis	0.6609757612
Mean	698424569.1
Median Absolute Deviation (MAD)	90074996.5
Skewness	-0.5772833542
Sum	7.371312587 × 10¹³
Variance	1.650258342 × 10¹⁶
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
108775015	1	< 0.1%
760158001	1	< 0.1%
760214002	1	< 0.1%
760208001	1	< 0.1%
760195006	1	< 0.1%
760195005	1	< 0.1%
760195004	1	< 0.1%
760195003	1	< 0.1%
760195002	1	< 0.1%
760195001	1	< 0.1%
Other values (105532)	105532	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
108775015	1	< 0.1%
108775044	1	< 0.1%
108775051	1	< 0.1%
110065001	1	< 0.1%
110065002	1	< 0.1%
110065011	1	< 0.1%
111565001	1	< 0.1%
111565003	1	< 0.1%
111586001	1	< 0.1%
111593001	1	< 0.1%

Value	Count	Frequency (%)
959461001	1	< 0.1%
957375001	1	< 0.1%
956217002	1	< 0.1%
953763001	1	< 0.1%
953450001	1	< 0.1%
952938001	1	< 0.1%
952937003	1	< 0.1%
952267001	1	< 0.1%
950449002	1	< 0.1%
949594001	1	< 0.1%

product_code
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	47224
Distinct (%)	44.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	698424.5634

Minimum	108775
Maximum	959461
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	824.7 KiB

Quantile statistics

Minimum	108775
5-th percentile	493810
Q1	616992.5
median	702213
Q3	796703
95-th percentile	889379
Maximum	959461
Range	850686
Interquartile range (IQR)	179710.5

Descriptive statistics

Standard deviation	128462.3844
Coefficient of variation (CV)	0.183931653
Kurtosis	0.6609758731
Mean	698424.5634
Median Absolute Deviation (MAD)	90075
Skewness	-0.5772833945
Sum	7.371312527 × 10¹⁰
Variance	1.650258421 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
783707	75	0.1%
684021	70	0.1%
699923	52	< 0.1%
699755	49	< 0.1%
685604	46	< 0.1%
739659	44	< 0.1%
664074	41	< 0.1%
570002	41	< 0.1%
562245	41	< 0.1%
685816	41	< 0.1%
Other values (47214)	105042	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
108775	3	< 0.1%
110065	3	< 0.1%
111565	2	< 0.1%
111586	1	< 0.1%
111593	1	< 0.1%
111609	1	< 0.1%
112679	2	< 0.1%
114428	2	< 0.1%
116379	1	< 0.1%
118458	7	< 0.1%

Value	Count	Frequency (%)
959461	1	< 0.1%
957375	1	< 0.1%
956217	1	< 0.1%
953763	1	< 0.1%
953450	1	< 0.1%
952938	1	< 0.1%
952937	1	< 0.1%
952267	1	< 0.1%
950449	1	< 0.1%
949594	1	< 0.1%

prod_name
Categorical

HIGH CARDINALITY

Distinct	45875
Distinct (%)	43.5%
Missing	0
Missing (%)	0.0%
Memory size	7.3 MiB

Dragonfly dress	98
Mike tee	72
Wow printed tee 6.99	70
1pk Fun	55
TP Paddington Sweater	54
Other values (45870)	105193

Length

Max length	30
Median length	15
Mean length	15.53556878
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	22920 ?
Unique (%)	21.7%

Sample

1st row	Strap top
2nd row	Strap top
3rd row	Strap top (1)
4th row	OP T-shirt (Idro)
5th row	OP T-shirt (Idro)

Common Values

Value	Count	Frequency (%)
Dragonfly dress	98	0.1%
Mike tee	72	0.1%
Wow printed tee 6.99	70	0.1%
1pk Fun	55	0.1%
TP Paddington Sweater	54	0.1%
Pria tee	51	< 0.1%
Despacito	48	< 0.1%
MY	44	< 0.1%
Robin 3pk Fancy	43	< 0.1%
DANTE set	42	< 0.1%
Other values (45865)	104965	99.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dress	7825	2.6%
tee	4553	1.5%
top	3938	1.3%
shorts	3555	1.2%
fancy	2796	0.9%
ls	2336	0.8%
hood	2294	0.8%
sb	2252	0.8%
set	2133	0.7%
1	2043	0.7%
Other values (13649)	261891	88.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

product_type_no
Real number (ℝ)

HIGH CORRELATION

Distinct	132
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	234.8618749

Minimum	-1
Maximum	762
Zeros	0
Zeros (%)	0.0%
Negative	121
Negative (%)	0.1%
Memory size	824.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	70
Q1	252
median	259
Q3	272
95-th percentile	304
Maximum	762
Range	763
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	75.04930803
Coefficient of variation (CV)	0.3195465763
Kurtosis	1.165582206
Mean	234.8618749
Median Absolute Deviation (MAD)	13
Skewness	-1.423031301
Sum	24787792
Variance	5632.398636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
272	11169	10.6%
265	10362	9.8%
252	9302	8.8%
255	7904	7.5%
254	4155	3.9%
258	3979	3.8%
262	3940	3.7%
274	3939	3.7%
259	3405	3.2%
253	2991	2.8%
Other values (122)	44396	42.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	121	0.1%
49	48	< 0.1%
57	662	0.6%
59	1307	1.2%
60	50	< 0.1%
66	1280	1.2%
67	458	0.4%
68	180	0.2%
69	573	0.5%
70	1159	1.1%

Value	Count	Frequency (%)
762	3	< 0.1%
761	5	< 0.1%
532	3	< 0.1%
529	4	< 0.1%
525	1	< 0.1%
523	2	< 0.1%
521	7	< 0.1%
515	6	< 0.1%
514	1	< 0.1%
512	24	< 0.1%

product_type_name
Categorical

HIGH CARDINALITY

Distinct	131
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.5 MiB

Trousers	11169
Dress	10362
Sweater	9302
T-shirt	7904
Top	4155
Other values (126)	62650

Length

Max length	24
Median length	7
Mean length	7.530878702
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	12 ?
Unique (%)	< 0.1%

Sample

1st row	Vest top
2nd row	Vest top
3rd row	Vest top
4th row	Bra
5th row	Bra

Common Values

Value	Count	Frequency (%)
Trousers	11169	10.6%
Dress	10362	9.8%
Sweater	9302	8.8%
T-shirt	7904	7.5%
Top	4155	3.9%
Blouse	3979	3.8%
Jacket	3940	3.7%
Shorts	3939	3.7%
Shirt	3405	3.2%
Vest top	2991	2.8%
Other values (121)	44396	42.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
trousers	11299	9.2%
dress	10362	8.5%
sweater	9302	7.6%
top	8142	6.7%
t-shirt	7904	6.5%
bottom	4275	3.5%
blouse	3979	3.3%
jacket	3940	3.2%
shorts	3939	3.2%
shirt	3854	3.1%
Other values (140)	55357	45.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

product_group_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.3 MiB

Garment Upper body	42741
Garment Lower body	19812
Garment Full body	13292
Accessories	11158
Underwear	5490
Other values (14)	13049

Length

Max length	21
Median length	18
Mean length	15.44063975
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Garment Upper body
2nd row	Garment Upper body
3rd row	Garment Upper body
4th row	Underwear
5th row	Underwear

Common Values

Value	Count	Frequency (%)
Garment Upper body	42741	40.5%
Garment Lower body	19812	18.8%
Garment Full body	13292	12.6%
Accessories	11158	10.6%
Underwear	5490	5.2%
Shoes	5283	5.0%
Swimwear	3127	3.0%
Socks & Tights	2442	2.3%
Nightwear	1899	1.8%
Unknown	121	0.1%
Other values (9)	177	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
garment	75854	28.9%
body	75845	28.9%
upper	42741	16.3%
lower	19812	7.6%
full	13292	5.1%
accessories	11158	4.3%
underwear	5490	2.1%
shoes	5283	2.0%
swimwear	3127	1.2%
socks	2442	0.9%
Other values (16)	7102	2.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

graphical_appearance_no
Real number (ℝ)

HIGH CORRELATION
SKEWED

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1009515.076

Minimum	-1
Maximum	1010029
Zeros	0
Zeros (%)	0.0%
Negative	52
Negative (%)	< 0.1%
Memory size	824.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	1010001
Q1	1010008
median	1010016
Q3	1010016
95-th percentile	1010023
Maximum	1010029
Range	1010030
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	22413.58578
Coefficient of variation (CV)	0.02220232894
Kurtosis	2024.749956
Mean	1009515.076
Median Absolute Deviation (MAD)	1
Skewness	-45.01901161
Sum	1.065462401 × 10¹¹
Variance	502368827.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1010016	49747	47.1%
1010001	17165	16.3%
1010010	5938	5.6%
1010017	4990	4.7%
1010023	4842	4.6%
1010008	3215	3.0%
1010014	3098	2.9%
1010004	2178	2.1%
1010005	1830	1.7%
1010021	1513	1.4%
Other values (20)	11026	10.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	52	< 0.1%
1010001	17165	16.3%
1010002	1341	1.3%
1010003	15	< 0.1%
1010004	2178	2.1%
1010005	1830	1.7%
1010006	681	0.6%
1010007	1165	1.1%
1010008	3215	3.0%
1010009	958	0.9%

Value	Count	Frequency (%)
1010029	8	< 0.1%
1010028	86	0.1%
1010027	66	0.1%
1010026	1502	1.4%
1010025	153	0.1%
1010024	322	0.3%
1010023	4842	4.6%
1010022	830	0.8%
1010021	1513	1.4%
1010020	376	0.4%

graphical_appearance_name
Categorical

HIGH CORRELATION

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.6 MiB

Solid	49747
All over pattern	17165
Melange	5938
Stripe	4990
Denim	4842
Other values (25)	22860

Length

Max length	19
Median length	5
Mean length	8.285857763
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Solid
2nd row	Solid
3rd row	Stripe
4th row	Solid
5th row	Solid

Common Values

Value	Count	Frequency (%)
Solid	49747	47.1%
All over pattern	17165	16.3%
Melange	5938	5.6%
Stripe	4990	4.7%
Denim	4842	4.6%
Front print	3215	3.0%
Placement print	3098	2.9%
Check	2178	2.1%
Colour blocking	1830	1.7%
Lace	1513	1.4%
Other values (20)	11026	10.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
solid	49747	32.9%
pattern	17680	11.7%
all	17165	11.4%
over	17165	11.4%
print	6313	4.2%
melange	5938	3.9%
stripe	4990	3.3%
denim	4842	3.2%
front	3215	2.1%
placement	3098	2.0%
Other values (25)	21011	13.9%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

colour_group_code
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.23382161

Minimum	-1
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	28
Negative (%)	< 0.1%
Memory size	824.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	7
Q1	9
median	14
Q3	52
95-th percentile	81
Maximum	93
Range	94
Interquartile range (IQR)	43

Descriptive statistics

Standard deviation	28.08615412
Coefficient of variation (CV)	0.8713256053
Kurtosis	-1.061047111
Mean	32.23382161
Median Absolute Deviation (MAD)	7
Skewness	0.7138227017
Sum	3402022
Variance	788.8320534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	22670	21.5%
73	12171	11.5%
10	9542	9.0%
51	5811	5.5%
7	4487	4.3%
12	3356	3.2%
72	3308	3.1%
42	3056	2.9%
71	3012	2.9%
19	2767	2.6%
Other values (40)	35362	33.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	28	< 0.1%
1	105	0.1%
2	31	< 0.1%
3	709	0.7%
4	94	0.1%
5	1377	1.3%
6	2105	2.0%
7	4487	4.3%
8	2731	2.6%
9	22670	21.5%

Value	Count	Frequency (%)
93	2106	2.0%
92	815	0.8%
91	681	0.6%
90	129	0.1%
83	473	0.4%
82	435	0.4%
81	1027	1.0%
80	14	< 0.1%
73	12171	11.5%
72	3308	3.1%

colour_group_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	50
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.5 MiB

Black	22670
Dark Blue	12171
White	9542
Light Pink	5811
Grey	4487
Other values (45)	50861

Length

Max length	15
Median length	6
Mean length	7.480510129
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Black
2nd row	White
3rd row	Off White
4th row	Black
5th row	White

Common Values

Value	Count	Frequency (%)
Black	22670	21.5%
Dark Blue	12171	11.5%
White	9542	9.0%
Light Pink	5811	5.5%
Grey	4487	4.3%
Light Beige	3356	3.2%
Blue	3308	3.1%
Red	3056	2.9%
Light Blue	3012	2.9%
Greenish Khaki	2767	2.6%
Other values (40)	35362	33.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
dark	23498	15.0%
black	22670	14.4%
light	19334	12.3%
blue	18542	11.8%
white	12268	7.8%
pink	9442	6.0%
grey	9323	5.9%
beige	7378	4.7%
red	5795	3.7%
green	3731	2.4%
Other values (16)	25065	16.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

perceived_colour_value_id
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.20618332

Minimum	-1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	28
Negative (%)	< 0.1%
Memory size	824.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	7
Maximum	7
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.563838925
Coefficient of variation (CV)	0.487757177
Kurtosis	-0.09488198544
Mean	3.20618332
Median Absolute Deviation (MAD)	1
Skewness	0.2739994538
Sum	338387
Variance	2.445592185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	42706	40.5%
1	22152	21.0%
3	15739	14.9%
2	12630	12.0%
5	6471	6.1%
7	5711	5.4%
6	105	0.1%
-1	28	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	28	< 0.1%
1	22152	21.0%
2	12630	12.0%
3	15739	14.9%
4	42706	40.5%
5	6471	6.1%
6	105	0.1%
7	5711	5.4%

Value	Count	Frequency (%)
7	5711	5.4%
6	105	0.1%
5	6471	6.1%
4	42706	40.5%
3	15739	14.9%
2	12630	12.0%
1	22152	21.0%
-1	28	< 0.1%

perceived_colour_value_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.4 MiB

Dark	42706
Dusty Light	22152
Light	15739
Medium Dusty	12630
Bright	6471
Other values (3)	5844

Length

Max length	12
Median length	5
Mean length	6.812302211
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dark
2nd row	Light
3rd row	Dusty Light
4th row	Dark
5th row	Light

Common Values

Value	Count	Frequency (%)
Dark	42706	40.5%
Dusty Light	22152	21.0%
Light	15739	14.9%
Medium Dusty	12630	12.0%
Bright	6471	6.1%
Medium	5711	5.4%
Undefined	105	0.1%
Unknown	28	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
dark	42706	30.4%
light	37891	27.0%
dusty	34782	24.8%
medium	18341	13.1%
bright	6471	4.6%
undefined	105	0.1%
unknown	28	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

perceived_colour_master_id
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.807972182

Minimum	-1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	685
Negative (%)	0.6%
Memory size	824.7 KiB

Quantile statistics

Minimum	-1
5-th percentile	2
Q1	4
median	5
Q3	11
95-th percentile	19
Maximum	20
Range	21
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.376727008
Coefficient of variation (CV)	0.6886201543
Kurtosis	-0.3620404284
Mean	7.807972182
Median Absolute Deviation (MAD)	3
Skewness	0.8013795222
Sum	824069
Variance	28.90919332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
5	22585	21.4%
2	18469	17.5%
9	12665	12.0%
4	9403	8.9%
12	8924	8.5%
18	5878	5.6%
11	5657	5.4%
19	3526	3.3%
20	3181	3.0%
8	3121	3.0%
Other values (10)	12133	11.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	685	0.6%
1	1223	1.2%
2	18469	17.5%
3	2734	2.6%
4	9403	8.9%
5	22585	21.4%
6	1100	1.0%
7	1829	1.7%
8	3121	3.0%
9	12665	12.0%

Value	Count	Frequency (%)
20	3181	3.0%
19	3526	3.3%
18	5878	5.6%
16	3	< 0.1%
15	2180	2.1%
14	105	0.1%
13	2269	2.1%
12	8924	8.5%
11	5657	5.4%
10	5	< 0.1%

perceived_colour_master_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.2 MiB

Black	22585
Blue	18469
White	12665
Pink	9403
Grey	8924
Other values (15)	33496

Length

Max length	15
Median length	5
Mean length	4.924608213
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Black
2nd row	White
3rd row	White
4th row	Black
5th row	White

Common Values

Value	Count	Frequency (%)
Black	22585	21.4%
Blue	18469	17.5%
White	12665	12.0%
Pink	9403	8.9%
Grey	8924	8.5%
Red	5878	5.6%
Beige	5657	5.4%
Green	3526	3.3%
Khaki green	3181	3.0%
Yellow	3121	3.0%
Other values (10)	12133	11.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
black	22585	20.6%
blue	18469	16.8%
white	12665	11.5%
pink	9403	8.6%
grey	8924	8.1%
green	6715	6.1%
red	5878	5.4%
beige	5657	5.2%
khaki	3181	2.9%
yellow	3121	2.8%
Other values (11)	13233	12.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

department_no
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	299
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4532.777833

Minimum	1201
Maximum	9989
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	824.7 KiB

Quantile statistics

Minimum	1201
5-th percentile	1338
Q1	1676
median	4222
Q3	7389
95-th percentile	8748
Maximum	9989
Range	8788
Interquartile range (IQR)	5713

Descriptive statistics

Standard deviation	2712.692011
Coefficient of variation (CV)	0.5984612773
Kurtosis	-1.396426686
Mean	4532.777833
Median Absolute Deviation (MAD)	2556
Skewness	0.2713538704
Sum	478398438
Variance	7358697.949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7616	2032	1.9%
1338	1921	1.8%
8716	1874	1.8%
4242	1839	1.7%
7648	1488	1.4%
1640	1429	1.4%
1636	1402	1.3%
1676	1359	1.3%
1344	1354	1.3%
1643	1339	1.3%
Other values (289)	89505	84.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1201	829	0.8%
1202	16	< 0.1%
1212	299	0.3%
1222	238	0.2%
1241	87	0.1%
1244	667	0.6%
1310	251	0.2%
1313	630	0.6%
1322	1206	1.1%
1334	864	0.8%

Value	Count	Frequency (%)
9989	122	0.1%
9986	513	0.5%
9985	579	0.5%
9984	236	0.2%
9020	33	< 0.1%
8956	363	0.3%
8917	421	0.4%
8888	269	0.3%
8852	281	0.3%
8815	21	< 0.1%

department_name
Categorical

HIGH CARDINALITY

Distinct	250
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.1 MiB

Jersey	4604
Knitwear	3503
Trouser	2655
Blouse	2362
Dress	2087
Other values (245)	90331

Length

Max length	40
Median length	13
Mean length	13.14021906
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	Jersey Basic
2nd row	Jersey Basic
3rd row	Jersey Basic
4th row	Clean Lingerie
5th row	Clean Lingerie

Common Values

Value	Count	Frequency (%)
Jersey	4604	4.4%
Knitwear	3503	3.3%
Trouser	2655	2.5%
Blouse	2362	2.2%
Dress	2087	2.0%
Swimwear	2075	2.0%
Kids Girl Jersey Fancy	2032	1.9%
Expressive Lingerie	1921	1.8%
Young Girl Jersey Fancy	1874	1.8%
Jersey Fancy	1754	1.7%
Other values (240)	80675	76.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
jersey	24170	10.5%
girl	16349	7.1%
kids	14307	6.2%
fancy	13087	5.7%
boy	11674	5.1%
young	10428	4.5%
baby	7973	3.5%
knitwear	7498	3.2%
basic	7078	3.1%
woven	6640	2.9%
Other values (132)	111638	48.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

index_code
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

A	26001
D	15149
F	12553
H	12007
I	9214
Other values (5)	30618

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A
2nd row	A
3rd row	A
4th row	B
5th row	B

Common Values

Value	Count	Frequency (%)
A	26001	24.6%
D	15149	14.4%
F	12553	11.9%
H	12007	11.4%
I	9214	8.7%
G	8875	8.4%
C	6961	6.6%
B	6775	6.4%
J	4615	4.4%
S	3392	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
a	26001	24.6%
d	15149	14.4%
f	12553	11.9%
h	12007	11.4%
i	9214	8.7%
g	8875	8.4%
c	6961	6.6%
b	6775	6.4%
j	4615	4.4%
s	3392	3.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

index_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 MiB

Ladieswear	26001
Divided	15149
Menswear	12553
Children Sizes 92-140	12007
Children Sizes 134-170	9214
Other values (5)	30618

Length

Max length	30
Median length	10
Mean length	13.76172519
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ladieswear
2nd row	Ladieswear
3rd row	Ladieswear
4th row	Lingeries/Tights
5th row	Lingeries/Tights

Common Values

Value	Count	Frequency (%)
Ladieswear	26001	24.6%
Divided	15149	14.4%
Menswear	12553	11.9%
Children Sizes 92-140	12007	11.4%
Children Sizes 134-170	9214	8.7%
Baby Sizes 50-98	8875	8.4%
Ladies Accessories	6961	6.6%
Lingeries/Tights	6775	6.4%
Children Accessories, Swimwear	4615	4.4%
Sport	3392	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
sizes	30096	16.5%
ladieswear	26001	14.3%
children	25836	14.2%
divided	15149	8.3%
menswear	12553	6.9%
92-140	12007	6.6%
accessories	11576	6.4%
134-170	9214	5.1%
baby	8875	4.9%
50-98	8875	4.9%
Other values (4)	21743	12.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

index_group_no
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	5.8 MiB

1	39737
4	34711
2	15149
3	12553
26	3392

Length

Max length	2
Median length	1
Mean length	1.032138864
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	39737	37.7%
4	34711	32.9%
2	15149	14.4%
3	12553	11.9%
26	3392	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	39737	37.7%
4	34711	32.9%
2	15149	14.4%
3	12553	11.9%
26	3392	3.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

index_group_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.8 MiB

Ladieswear	39737
Baby/Children	34711
Divided	15149
Menswear	12553
Sport	3392

Length

Max length	13
Median length	10
Mean length	10.15747285
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ladieswear
2nd row	Ladieswear
3rd row	Ladieswear
4th row	Ladieswear
5th row	Ladieswear

Common Values

Value	Count	Frequency (%)
Ladieswear	39737	37.7%
Baby/Children	34711	32.9%
Divided	15149	14.4%
Menswear	12553	11.9%
Sport	3392	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
ladieswear	39737	37.7%
baby/children	34711	32.9%
divided	15149	14.4%
menswear	12553	11.9%
sport	3392	3.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

section_no
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	57
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.66421898

Minimum	2
Maximum	97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	824.7 KiB

Quantile statistics

Minimum	2
5-th percentile	6
Q1	20
median	46
Q3	61
95-th percentile	77
Maximum	97
Range	95
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	23.26010496
Coefficient of variation (CV)	0.5451899862
Kurtosis	-1.100068347
Mean	42.66421898
Median Absolute Deviation (MAD)	20
Skewness	-0.08453543188
Sum	4502867
Variance	541.0324827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	7295	6.9%
53	7124	6.7%
44	4932	4.7%
76	4469	4.2%
77	3899	3.7%
61	3598	3.4%
79	3490	3.3%
11	3376	3.2%
46	3328	3.2%
66	3270	3.1%
Other values (47)	60761	57.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	2337	2.2%
4	3	< 0.1%
5	1894	1.8%
6	2725	2.6%
8	2266	2.1%
11	3376	3.2%
14	1270	1.2%
15	7295	6.9%
16	1581	1.5%
17	1	< 0.1%

Value	Count	Frequency (%)
97	559	0.5%
82	682	0.6%
80	35	< 0.1%
79	3490	3.3%
77	3899	3.7%
76	4469	4.2%
72	2034	1.9%
71	26	< 0.1%
70	280	0.3%
66	3270	3.1%

section_name
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	56
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.4 MiB

Womens Everyday Collection	7295
Divided Collection	7124
Baby Essentials & Complements	4932
Kids Girl	4469
Young Girl	3899
Other values (51)	77823

Length

Max length	30
Median length	16
Mean length	16.74306911
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Womens Everyday Basics
2nd row	Womens Everyday Basics
3rd row	Womens Everyday Basics
4th row	Womens Lingerie
5th row	Womens Lingerie

Common Values

Value	Count	Frequency (%)
Womens Everyday Collection	7295	6.9%
Divided Collection	7124	6.7%
Baby Essentials & Complements	4932	4.7%
Kids Girl	4469	4.2%
Young Girl	3899	3.7%
Womens Lingerie	3598	3.4%
Girls Underwear & Basics	3490	3.3%
Womens Tailoring	3376	3.2%
Kids Boy	3328	3.2%
Womens Small accessories	3270	3.1%
Other values (46)	60761	57.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
womens	33662	12.8%
	17323	6.6%
kids	15153	5.8%
collection	14419	5.5%
divided	14275	5.4%
baby	10551	4.0%
girl	10128	3.9%
accessories	9735	3.7%
everyday	8876	3.4%
basics	8828	3.4%
Other values (49)	120028	45.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

garment_group_no
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1010.43829

Minimum	1001
Maximum	1025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	824.7 KiB

Quantile statistics

Minimum	1001
5-th percentile	1002
Q1	1005
median	1009
Q3	1017
95-th percentile	1020
Maximum	1025
Range	24
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.731023182
Coefficient of variation (CV)	0.006661488632
Kurtosis	-1.287044974
Mean	1010.43829
Median Absolute Deviation (MAD)	6
Skewness	0.3187516231
Sum	106643678
Variance	45.30667307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1005	21445	20.3%
1019	11519	10.9%
1002	8126	7.7%
1003	7490	7.1%
1017	7441	7.1%
1009	6727	6.4%
1010	5838	5.5%
1020	5145	4.9%
1013	4874	4.6%
1007	4501	4.3%
Other values (11)	22436	21.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	3873	3.7%
1002	8126	7.7%
1003	7490	7.1%
1005	21445	20.3%
1006	1965	1.9%
1007	4501	4.3%
1008	908	0.9%
1009	6727	6.4%
1010	5838	5.5%
1011	2116	2.0%

Value	Count	Frequency (%)
1025	1559	1.5%
1023	1061	1.0%
1021	2272	2.2%
1020	5145	4.9%
1019	11519	10.9%
1018	2787	2.6%
1017	7441	7.1%
1016	3100	2.9%
1014	1541	1.5%
1013	4874	4.6%

garment_group_name
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.8 MiB

Jersey Fancy	21445
Accessories	11519
Jersey Basic	8126
Knitwear	7490
Under-, Nightwear	7441
Other values (16)	49521

Length

Max length	29
Median length	11
Mean length	10.95181065
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Jersey Basic
2nd row	Jersey Basic
3rd row	Jersey Basic
4th row	Under-, Nightwear
5th row	Under-, Nightwear

Common Values

Value	Count	Frequency (%)
Jersey Fancy	21445	20.3%
Accessories	11519	10.9%
Jersey Basic	8126	7.7%
Knitwear	7490	7.1%
Under-, Nightwear	7441	7.1%
Trousers	6727	6.4%
Blouses	5838	5.5%
Shoes	5145	4.9%
Dresses Ladies	4874	4.6%
Outdoor	4501	4.3%
Other values (11)	22436	21.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
jersey	29571	18.3%
fancy	21445	13.3%
accessories	11519	7.1%
trousers	9827	6.1%
basic	8126	5.0%
knitwear	7490	4.6%
under	7441	4.6%
nightwear	7441	4.6%
blouses	5838	3.6%
shoes	5145	3.2%
Other values (20)	47761	29.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

detail_desc
Categorical

HIGH CARDINALITY

Distinct	43404
Distinct (%)	41.3%
Missing	416
Missing (%)	0.4%
Memory size	20.9 MiB

T-shirt in printed cotton jersey.	159
Leggings in soft organic cotton jersey with an elasticated waist.	138
T-shirt in soft, printed cotton jersey.	137
Socks in a soft, jacquard-knit cotton blend with elasticated tops.	136
Fine-knit trainer socks in a soft cotton blend with elasticated tops.	134
Other values (43399)	104422

Length

Max length	764
Median length	132
Mean length	142.161901
Min length	11

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21430 ?
Unique (%)	20.4%

Sample

1st row	Jersey top with narrow shoulder straps.
2nd row	Jersey top with narrow shoulder straps.
3rd row	Jersey top with narrow shoulder straps.
4th row	Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.
5th row	Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.

Common Values

Value	Count	Frequency (%)
T-shirt in printed cotton jersey.	159	0.2%
Leggings in soft organic cotton jersey with an elasticated waist.	138	0.1%
T-shirt in soft, printed cotton jersey.	137	0.1%
Socks in a soft, jacquard-knit cotton blend with elasticated tops.	136	0.1%
Fine-knit trainer socks in a soft cotton blend with elasticated tops.	134	0.1%
Socks in a soft, fine-knit cotton blend with elasticated tops.	118	0.1%
Sunglasses with plastic frames and UV-protective, tinted lenses.	117	0.1%
Boxer shorts in a cotton weave with an elasticated waist, long legs and button fly.	104	0.1%
Tights in a soft, fine-knit cotton blend with an elasticated waist.	97	0.1%
Fine-knit socks in a soft cotton blend.	97	0.1%
Other values (43394)	103889	98.4%
(Missing)	416	0.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	160065	6.4%
a	151693	6.0%
with	150703	6.0%
the	135045	5.4%
in	105374	4.2%
at	80688	3.2%
back	36807	1.5%
front	36244	1.4%
soft	35579	1.4%
waist	34284	1.4%
Other values (5000)	1586260	63.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	article_id	product_code	prod_name	product_type_no	product_type_name	product_group_name	graphical_appearance_no	graphical_appearance_name	colour_group_code	colour_group_name	perceived_colour_value_id	perceived_colour_value_name	perceived_colour_master_id	perceived_colour_master_name	department_no	department_name	index_code	index_name	index_group_no	index_group_name	section_no	section_name	garment_group_no	garment_group_name	detail_desc
0	108775015	108775	Strap top	253	Vest top	Garment Upper body	1010016	Solid	9	Black	4	Dark	5	Black	1676	Jersey Basic	A	Ladieswear	1	Ladieswear	16	Womens Everyday Basics	1002	Jersey Basic	Jersey top with narrow shoulder straps.
1	108775044	108775	Strap top	253	Vest top	Garment Upper body	1010016	Solid	10	White	3	Light	9	White	1676	Jersey Basic	A	Ladieswear	1	Ladieswear	16	Womens Everyday Basics	1002	Jersey Basic	Jersey top with narrow shoulder straps.
2	108775051	108775	Strap top (1)	253	Vest top	Garment Upper body	1010017	Stripe	11	Off White	1	Dusty Light	9	White	1676	Jersey Basic	A	Ladieswear	1	Ladieswear	16	Womens Everyday Basics	1002	Jersey Basic	Jersey top with narrow shoulder straps.
3	110065001	110065	OP T-shirt (Idro)	306	Bra	Underwear	1010016	Solid	9	Black	4	Dark	5	Black	1339	Clean Lingerie	B	Lingeries/Tights	1	Ladieswear	61	Womens Lingerie	1017	Under-, Nightwear	Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.
4	110065002	110065	OP T-shirt (Idro)	306	Bra	Underwear	1010016	Solid	10	White	3	Light	9	White	1339	Clean Lingerie	B	Lingeries/Tights	1	Ladieswear	61	Womens Lingerie	1017	Under-, Nightwear	Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.
5	110065011	110065	OP T-shirt (Idro)	306	Bra	Underwear	1010016	Solid	12	Light Beige	1	Dusty Light	11	Beige	1339	Clean Lingerie	B	Lingeries/Tights	1	Ladieswear	61	Womens Lingerie	1017	Under-, Nightwear	Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.
6	111565001	111565	20 den 1p Stockings	304	Underwear Tights	Socks & Tights	1010016	Solid	9	Black	4	Dark	5	Black	3608	Tights basic	B	Lingeries/Tights	1	Ladieswear	62	Womens Nightwear, Socks & Tigh	1021	Socks and Tights	Semi shiny nylon stockings with a wide, reinforced trim at the top. Use with a suspender belt. 20 denier.
7	111565003	111565	20 den 1p Stockings	302	Socks	Socks & Tights	1010016	Solid	13	Beige	2	Medium Dusty	11	Beige	3608	Tights basic	B	Lingeries/Tights	1	Ladieswear	62	Womens Nightwear, Socks & Tigh	1021	Socks and Tights	Semi shiny nylon stockings with a wide, reinforced trim at the top. Use with a suspender belt. 20 denier.
8	111586001	111586	Shape Up 30 den 1p Tights	273	Leggings/Tights	Garment Lower body	1010016	Solid	9	Black	4	Dark	5	Black	3608	Tights basic	B	Lingeries/Tights	1	Ladieswear	62	Womens Nightwear, Socks & Tigh	1021	Socks and Tights	Tights with built-in support to lift the bottom. Black in 30 denier and light amber in 15 denier.
9	111593001	111593	Support 40 den 1p Tights	304	Underwear Tights	Socks & Tights	1010016	Solid	9	Black	4	Dark	5	Black	3608	Tights basic	B	Lingeries/Tights	1	Ladieswear	62	Womens Nightwear, Socks & Tigh	1021	Socks and Tights	Semi shiny tights that shape the tummy, thighs and calves while also encouraging blood circulation in the legs. Elasticated waist.

Last rows

	article_id	product_code	prod_name	product_type_no	product_type_name	product_group_name	graphical_appearance_no	graphical_appearance_name	colour_group_code	colour_group_name	perceived_colour_value_id	perceived_colour_value_name	perceived_colour_master_id	perceived_colour_master_name	department_no	department_name	index_code	index_name	index_group_no	index_group_name	section_no	section_name	garment_group_no	garment_group_name	detail_desc
105532	949594001	949594	LOGG Elvis jogger.	272	Trousers	Garment Lower body	1010016	Solid	8	Dark Grey	4	Dark	-1	Unknown	1919	Jersey	A	Ladieswear	1	Ladieswear	2	H&M+	1005	Jersey Fancy	Joggers in soft sweatshirt fabric with an elasticated, drawstring waist, diagonal side pockets and slim legs with ribbed hems.
105533	950449002	950449	Compact brush Fancy	78	Other accessories	Accessories	1010016	Solid	50	Other Pink	5	Bright	4	Pink	4313	Girls Small Acc/Bags	J	Children Accessories, Swimwear	4	Baby/Children	43	Kids Accessories, Swimwear & D	1019	Accessories	Small, folding hair brush with a rhinestone-decorated lid that has a mirror inside. Diameter 6.5 cm.
105534	952267001	952267	Heavy plain overknee tights 1p	304	Underwear Tights	Socks & Tights	1010013	Other pattern	9	Black	4	Dark	5	Black	3608	Tights basic	B	Lingeries/Tights	1	Ladieswear	62	Womens Nightwear, Socks & Tigh	1021	Socks and Tights	Fine-knit tights with an elasticated waist that are thinner at the top and more opaque at the bottom giving them the appearance of over-the-knee socks.
105535	952937003	952937	Jets dress	265	Dress	Garment Full body	1010001	All over pattern	13	Beige	2	Medium Dusty	1	Mole	1641	Jersey	A	Ladieswear	1	Ladieswear	18	Womens Trend	1005	Jersey Fancy	Fitted, calf-length dress in viscose jersey with a stand-up collar and concealed zip at the back. Double layer at the top with wrapover, draped sections, close-fitting, extra-long sleeves and an asymmetric skirt with a high slit in one side. Lined.
105536	952938001	952938	Elton top	254	Top	Garment Upper body	1010001	All over pattern	13	Beige	2	Medium Dusty	1	Mole	1641	Jersey	A	Ladieswear	1	Ladieswear	18	Womens Trend	1005	Jersey Fancy	Fitted top in jersey with a round neckline and extra-long sleeves. Additional draped layer at the front.
105537	953450001	953450	5pk regular Placement1	302	Socks	Socks & Tights	1010014	Placement print	9	Black	4	Dark	5	Black	7188	Socks Bin	F	Menswear	3	Menswear	26	Men Underwear	1021	Socks and Tights	Socks in a fine-knit cotton blend with a small motif at the top and elasticated tops.
105538	953763001	953763	SPORT Malaga tank	253	Vest top	Garment Upper body	1010016	Solid	9	Black	4	Dark	5	Black	1919	Jersey	A	Ladieswear	1	Ladieswear	2	H&M+	1005	Jersey Fancy	Loose-fitting sports vest top in ribbed fast-drying functional fabric made from recycled polyester with a racer back and rounded hem.
105539	956217002	956217	Cartwheel dress	265	Dress	Garment Full body	1010016	Solid	9	Black	4	Dark	5	Black	1641	Jersey	A	Ladieswear	1	Ladieswear	18	Womens Trend	1005	Jersey Fancy	Short, A-line dress in jersey with a round neckline and V-shaped opening at the front with narrow ties. Long, voluminous raglan sleeves and wide cuffs with covered buttons.
105540	957375001	957375	CLAIRE HAIR CLAW	72	Hair clip	Accessories	1010016	Solid	9	Black	4	Dark	5	Black	3946	Small Accessories	D	Divided	2	Divided	52	Divided Accessories	1019	Accessories	Large plastic hair claw.
105541	959461001	959461	Lounge dress	265	Dress	Garment Full body	1010016	Solid	11	Off White	1	Dusty Light	9	White	1641	Jersey	A	Ladieswear	1	Ladieswear	18	Womens Trend	1005	Jersey Fancy	Calf-length dress in ribbed jersey made from a cotton blend. Low-cut V-neck at the back, dropped shoulders and long, wide sleeves that taper to the cuffs. Unlined.

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories